MMC 5422 Customer Research and the Fundamentals of Online ... · The Drunkard's Walk: How...
Transcript of MMC 5422 Customer Research and the Fundamentals of Online ... · The Drunkard's Walk: How...
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MMC 5422 Customer Research and the
Fundamentals of Online Testing Spring 2018
3 Credit Hours
Instructor Information Gregory Hamilton
Email: [email protected]
Office Hours: by appointment
Course Website: http://elearning.ufl.edu/
Course Access Information This course is accessible within the Canvas Learning Management System (UF e-
Learning). To access it, go to http://lss.at.ufl.edu. Click the blue e-Learning button.
Login with your GatorLink account. Your course will be listed in the Courses Menu
within the navigation located on the left-hand side of the page. You may have to click
the “All Courses” link at the bottom of this section depending on the number of
previous course you have taken at UF.
Contact UF Helpdesk http://helpdesk.ufl.edu (352) 392-HELP (4357) if you have any
trouble accessing your course.
Course Overview The internet has enabled the greatest revolution in market research in history. Like
never before, marketers are able to test and analyze millions of real-time decisions.
Today’s marketers have the unprecedented opportunity to leverage the internet to peer
directly into the cognitive psychology of their customer’s thought processes and
decision patterns.
This course addresses the critical concepts and theories of online behavioral testing. It
covers the development and implementation of testing an offer, including the selection
of a research question, proper metrics to measure, validity assurance and data
interpretation.
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Course Objectives At the end of this course, students will be able to:
Explain how an organization can use the web to achieve a sustainable
competitive advantage.
Describe the different means used, in the context of advertising and marketing,
over the past 50 years to perform customer research.
Leverage customer data to inform the testing process.
Craft a research question, hypothesis and test question that can be tested using
the scientific method.
Discern the proper variables and values to effectively test proposed research
questions.
Identify the proper primary and secondary metrics to use when running a
behavioral test.
Detect the most common validity threats in online behavioral experimentation
such as the history effect, selection effect, sample distortion and instrumentation
effects.
Differentiate between the three factors that impact an experiment’s statistical
validity: internal, external and construct.
Interpret online behavioral tests to determine if the findings are conclusive or
inconclusive.
Craft a robust customer theory dossier.
Required Texts McGlaughlin, Flint. The Marketer as Philosopher: 40 brief reflections on the power of
your value proposition, 2014.
Hopkins, Claude. Scientific Advertising. New Line Publishing, 1923.
Reeves, Rosser. Reality in Advertising. New York: Knopf, 1961.
Mlodinow, Leonard. The Drunkard's Walk: How Randomness Rules Our Lives. New
York: Pantheon Books, 2009.
Mlodinow, Leonard. Subliminal: How Your Unconscious Mind Rules Your Behavior.
New York: Pantheon Books, 2012.
Additional readings are assigned throughout the term and are available in digital
format on Canvas in their respective assigned weeks.
Supplemental Texts Wiseman, Richard. Quirkology: How We Discover the Big Truths in Small Things.
New York: Basic Books, 2007.
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Kahneman, Daniel. Thinking, Fast and Slow. New York: Farrar, Straus and Giroux,
2011.
Course Philosophy and Expectations Mastery in this class requires preparation, passion and professionalism. Students are
expected, within the requirements allowed by university policy, to attend class, be on
time and meet all deadlines. Work assigned should be completed as directed. Full
participation in online discussions and activities is required.
My role as the instructor is to identify critical issues related to the course, direct
students to and teach relevant information, assign appropriate learning activities, create
opportunities for assessing student performance, and communicate the outcomes of
such assessments in a timely, informative and professional way. Feedback is essential
for students to have confidence that they have mastered the material — and for me to
determine that students are meeting all course requirements.
At all times, it is expected that students will welcome and respond professionally to
assessment feedback, treat fellow students, instructors and assistants with respect, and
contribute to the success of the class to the best of their abilities.
Ownership Education: As graduate students, you are not passive participants in this course. This class allows
you to not only take ownership of your educational experience, but to also provide your
expertise and knowledge in helping your fellow classmates. The Canvas shell will have
an open Q&A thread where you should pose questions to your classmates when
questions relating to an assignment or an issue come up at work. Your classmates, along
with your instructor, will be able to respond to these questions and provide feedback.
This also allows everyone to gain the same knowledge in one location rather than the
instructor responding back to just one student, which limits the rest of the class from
gaining this knowledge.
Course Specific Policies Attendance Policy: Requirements for class attendance, exams, assignments and other work in this course
are consistent with university policies unless specifically stated within this syllabus.
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These university policies can be found in the online catalog at:
https://catalog.ufl.edu/ugrad/current/regulations/info/attendance.aspx
Due to the delivery mechanism of this course, through an online asynchronously
manner, attendance in the form of calling roll will not occur. However, students are
expected to sign onto the course site at least once each day, Monday - Friday to check
for course updates in the announcements and discussion sections of the site.
Coursework Submission Policy: Students are expected to submit all coursework through the Canvas Learning
Management System unless otherwise approved in advanced by the instructor.
Late Work Policy: Students are expected to complete assignments by the day and time they are scheduled.
The following penalties will be applied to all work that is late for any reason — other
than those identified by the university policies, which can be found online at:
https://catalog.ufl.edu/ugrad/current/regulations/info/attendance.aspx
Point Deduction Duration of Lateness
5 Points Less than an hour
10 Points Greater than one (1) hour but less than 24 hours
15 Points Greater than 24 hours but less than 48 hours
25 Points Greater than 48 hours but less than one (1) week
50 Points Greater than one (1) week but before the end of the semester
Technical Issue Policy: From time to time the Canvas E-learning system will undoubtedly experience technical
issues. However, in most instances, technical issues when uploading work for a grade
will not constitute a valid excuse to submit work late without penalty.
Students are expected to compensate for technical difficulties by not waiting until the
last minute to submit work. Additionally, students are encouraged to submit completed
work to the instructor via UF email should they suspect there is a technical issue within
the Canvas E-learning system.
Any requests for make-ups due to technical issues MUST be accompanied by the ticket
number received from LSS when the problem was reported to them. The ticket number
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will document the time and date of the problem. You MUST email your instructor
within 24 hours of the technical difficulty if you wish to request a make-up.
For issues with technical difficulties for E-learning in Canvas, please contact the UF
Help Desk at:
(352) 392-HELP - select option 2
https://lss.at.ufl.edu/help.shtml
Emergency and Extenuating Circumstances Policy: Students who face emergencies, such as a major personal medical issue, a death in the
family, serious illness of a family member or other situations beyond their control
should notify their instructor immediately.
Additionally, Students are advised to contact the Dean of Students’ Office if they would
like more information on the medical withdrawal or drop process:
https://www.dso.ufl.edu/care/medical-withdrawal-process/.
Lastly, students MUST inform their academic advisor before dropping a course,
whether for medical or non-medical reasons. Your advisor will assist with notifying
professors and go over options for how to proceed with classes. Your academic advisor
is Tiffany Robbert, and she may be reached at [email protected] or at
Measurement Breakdown Students’ progress in this course will be evaluated according to the following
distribution:
Item Percentage
Lecture Reinforcement Assignments 40%
Reading Reaction Posts 15%
Reading Discussion Comment Posts & Replies 10%
Quizzes 10%
Conducting an Experiment Project (Final Project) 25%
Total 100%
Grading Scale A (93-100) B (83-86) C (73-76) D (63-66)
A- (90-92) B- (80-82) C- (70-72) D- (60-62) B+ (87-89) C+ (77-79) D+ (67-69) E (Below 61)
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Final grades are rounded to the nearest whole number, therefore 92.7 is an “A,” but 92.3
is an A-. The university policies concerning this grading scale can be found at:
https://catalog.ufl.edu/ugrad/current/regulations/info/grades.aspx.
Course and Assignment Details This course is comprised of lectures, readings, online discussions, class assignments,
activities and a final research project. Students are expected to watch all lectures and
contribute to class discussions by citing examples drawn from professional experience,
personal experience and course readings. Additionally, students are expected to
complete course assignments, activities and reading discussions. Lastly, a final research
project, due at the end of the term, will measure students' mastery of the Conversion
Heuristic through the examination of a real-world business case.
Lectures
The instructor will post a lecture video to Canvas for each of the 12 weeks as well as
related supplementary videos. For example, one supplementary video will consist of a
syllabus review. These videos will vary in length depending on the material but are
targeted to take between one hour and 1 ½ hours to complete.
It is the responsibility of the student to watch each of the lecture videos during the week
identified in the course schedule. Although it is possible to watch the videos at any time
and at any pace, keeping up with the videos week-to-week (per the schedule) is vital.
The videos are designed to build off each other as well as correspond with the weekly
readings and assignments. Lastly, students should be aware that it will be extremely
difficult to complete the Lecture Reinforcement Assignments without first viewing the
lecture video.
Lecture Reinforcement Assignments There is a total of ten (10) Lecture Reinforcement Assignments during the twelve-week-
long semester. These assignments provide students with theoretical and real-world
context for applying the material learned from the lectures. Specific details about each
assignment are provided within the "Assignments Tab" of Canvas. Lecture
Reinforcement Assignments are due at 11:59 p.m. EST on the Saturday of the week
assigned.
Each Lecture Reinforcement Assignment is awarded points according to quality of work and completion:
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100-90 Exceptional
89-80 Superior
79-70
Satisfactory
69-60
Less than
Satisfactory
Less than 60 Unsatisfactory
Analysis
(30%) Expertly draws
from lectures and
outside material
using both
analysis and
synthesis to
illuminate the
subject
Competently
evaluates lectures
and outside
material to
demonstrate a
superior level of
analysis and
synthesis
Evaluates
lectures and
outside material
to demonstrate
a reasonable
level of analysis
and synthesis
Evaluates
lectures and
outside material
to demonstrate
a basic level of
analysis and
synthesis
Related lectures
and outside
material are
presented
without analysis
or synthesis
Argument
(30%) Compelling and
persuasive
argument offered
through superior
writing and
conceptualization
Writing is
supported by
capable
argumentation,
including
conceptualization
and understanding
of topic
Writing falters
at times when
making a
compelling
argument, but
the main point
is clear and
supported
Writing is
haphazard with
minimal
evidence used
to support
argument
Argument is
unclear, either
through faulty
conceptualizati
on or
inadequate
framing of
arguments Examination
(25%)
All questions or
assignment
components have
been addressed
Almost all
questions or
assignment
components have
been addressed
Three quarters
of questions or
assignment
components
have been
addressed
Between three
quarters and
half of all
questions or
assignment
components
have been
addressed
Half or less
than half of all
questions or
assignment
components
have been
addressed
Sourcing
(10%)*
Demonstrates
superior sourcing
of lectures and
outside materials
that is sufficient
to substantiate an
argument
Demonstrates
competent
sourcing of
lectures and
outside materials
that is sufficient
to substantiate an
argument
Demonstrates
basic sourcing
of lectures
and/or outside
materials that is
sufficient to
substantiate an
argument
Minimal
sourcing of
either lectures
or outside
material, thus
insufficient to
substantiate an
argument
Sourcing of
lectures and
outside material
is absent and
thus insufficient
to substantiate
an argument
Grammar and
syntax (5%) Precise syntax and
superior usage of
grammar,
punctuation and
spelling
Proficient use of
syntax, grammar,
punctuation and
spelling that
assists in
understanding
overall argument
Syntax is clear,
and the
relatively few
grammar,
punctuation or
spelling errors
do not impede
understanding
Syntax is at
times garbled
and includes
errors in
grammar,
punctuation and
spelling, which
cause some
difficultly in
understanding
Syntax is
sometimes
garbled and
errors in
grammar,
punctuation and
spelling disrupt
understanding
* For any assignments that do not require the sourcing written material, full credit will
be granted for this category
Supplementary Reading Assignments During each week of the semester students will explore a selection of books, academic
journal articles, videos, and/or blog posts. These “readings” are designed to accomplish
one of two goals; either they enhance the students’ understanding of the topics covered
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during the weekly lectures or they present an opposing view. As such, it is
recommended that students complete the readings during the week identified in the
course schedule. Assessment of reading comprehension is accomplished through a
combination of posted reactions and group discussions of the assigned readings.
Reading Reaction Post: LinkedIn Article Students will generate between 350-500 words of reaction to the reading material per
week and publicly share it in the form of an article on LinkedIn. LinkedIn Articles
should:
Be predominantly comprised of analysis and insights from, or challenges to,
the material
Be written in a style suitable for the business audience found on LinkedIn
(Remember, this can be an opportunity to build your personal brand)
Include properly cited excerpts of the material or any external sources for the
audience to understand the context
o Note: While students are welcome to use longer quotations, quotations that are
more than 40 words in length (Block Quotes in the APA Style Guide) will not
contribute to word count requirements.
Include experiences from their personal or profession life as appropriate
Additionally, should it be more appropriate for their audience students have the
freedom to be hyper-focused on one specific topic or thought provoked by the readings,
such as Friction (f), “Clarity trumps persuasion”, or customer choice. Students are not
required to cover all assigned reading material in a single LinkedIn article.
To achieve full credit, a hyperlink to the students’ Reading Reaction Post (LinkedIn
Article) must be posted to Canvas by 11:59 p.m. EST on the Monday of the week
assigned.
Reading Reaction Post: Canvas Post (Alternative Option) Students will generate between 350-500 words of reaction to the material per week and
share it within the canvas discussion system. While reaction posts can provide a short
summary of the readings, they should predominantly be comprised of analysis or
insights from, or challenges to, the material. Note: Any quoted material that would fit
within the following parameter, if treated properly, will not contribute to reaction post word
count, “.”. Additionally, reaction posts must cover ALL the readings assigned for the
week to demonstrate that the student has fully completed the assigned readings.
Students are welcome to include outside materials such as external readings or
experiences from their personal or professional life. Students are expected to source any
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materials used in their posts in such a way that others can find the source, but are not
required to cite using APA or MLA format.
To achieve full credit, students’ Reading Reaction Posts must be posted to Canvas by
11:59 p.m. EST on the Monday of the week assigned.
Each Reading Reaction Post is awarded points according to quality of effort and level of
completion:
100-90
Exceptional 89-70
Satisfactory 69-60
Unsatisfactory
Analysis
(20%) Superior evaluation of all
reading(s) and provides an
insightful assessment of
topic(s) covered
Competent evaluation of all
reading(s) and provides a
sufficient assessment of
topic(s) covered
Minimal to little evaluation of
reading(s) and provides
limited assessment of topic(s)
covered
Argument
(20%)
Compelling and persuasive
argument offered through
superior use of both internal
and external materials and
experiences
Argument is accurately
supported by internal material
and generally supported by
relevant outside materials and
experiences
Weak argument is made due
to a minimal or haphazard use
of internal and external
materials or experiences
Sourcing
(10%) Superior sourcing of internal
and external material that
supports the discussion’s
main arguments
Adequate sourcing internal
and external material that
supports the discussion’s main
arguments
Sourcing of internal and
external material is absent or
haphazard thus insufficient to
sustain an argument
Grammar and
syntax (10%) Precise syntax and superior
usage of grammar,
punctuation and spelling
Syntax is clear and the
relatively few grammar,
punctuation, and/or spelling
errors do not impede
understanding
Syntax is, at times, garbled. It
includes errors in grammar,
punctuation, and/or spelling
which impede understanding
Examination
(20%)
Post is over 500 words Post is between 350 and 500
words
Post is less than 350 words
Reading Discussion Comment Posts & Replies To cultivate an ongoing dialogue about the reading material within the course, students
will be required to comment on the Reading Reaction Posts submitted by other students
as well as reply to comments submitted to their Reading Reaction Posts. These two
activities enable students to learn, not only from the instructor and the course material,
but also from each other.
Reading Discussion Comment Posts
Reading Discussion Comment Posts (Comments) must be submitted into at least two (2)
Reading Reaction Posts made by fellow students or the instructor each week.
Comments must be at least 100 words in length, but more importantly should add
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something of value to the conversation (be thought-provoking). The instructor will
evaluate the degree to which students’ posts add to the conversation in accordance with
the rubric. If it is deemed that a comment is simply being offered to fulfill the grade
requirement the instructor reserves the right to remove it from consideration. While
students are always welcome to submit more than two (2) Comments each week, no
more than two (2) comments will be counted toward a student’s grade in any single
week.
Reading Discussion Comment Posts must be posted in Canvas or on LinkedIn by
11:59 p.m. EST on the Wednesday of the week assigned.
Reading Discussion Comment Replies
Students will monitor the Reading Discussion Comment Posts added to their original
Reading Reaction Post and will reply to the first two (2) people to comment, should
another student or the instructor respond. If no comments are left in the original
Reaction Post by the deadline, students will be awarded full credit for this portion of
the assignment.
Reading Discussion Comment Replies must be posted in Canvas by 11:59 p.m. EST
on the Friday of the week assigned.
Reading Discussion Comment Posts and Replies are awarded points according to
quality of effort and level of completion:
100-90
Exceptional 89-70
Satisfactory 69-60
Unsatisfactory
Comment
Contribution
(20%)
Compelling and persuasive
response offered through
superior writing and
conceptualization of topic in
agreement or disagreement to
reactions posted
Provides adequate response
to reactions posted or
simply signals agreement
without further support
Haphazardly written, lacking
an evaluative response of the
reactions posted; neither
indicates agreement or
disagreement, etc.
Comment
Examination
(30%)
Two (2) comments submitted
that were more than 100 words
in length
Two (2) comments
submitted which were 100
words in length
Two (2) comments
submitted, both of which
were less than 100 words in
length or one (1) 100-word
comment submitted
Reply
Examination
(30%)
More than one (1) reply has
been made to the first two (2)
individuals who submitted a
comment or to more than two
(2) individuals
At least one (1) reply has
been made to the first two
(2) individuals who
submitted a comment
At least one (1) reply has
been made to the first
individual who submitted a
comment
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Discussion
Grammar and
Syntax (10%)
Precise syntax and superior use
of grammar, punctuation, and
spelling throughout discussion
Syntax is clear and the
relatively few grammar,
punctuation, and/or
spelling errors do not
impede understanding
throughout discussion
Syntax is, at times, garbled.
It includes errors in
grammar, punctuation,
and/or spelling which
impede understanding
throughout discussion
Quizzes Twice during the semester, students must complete quizzes intended to measure their ability to retain key concepts from the course material. These quizzes must be completed in Canvas during the dates open. See the course schedule for due dates.
Conducting an Experiment Project (Final Project) Students will demonstrate their mastery of the scientific method by performing an
experiment*. The experiment should follow, as closely as possible, the scientific method
outlined in the course and be loosely anchored within the academic disciplines of
marketing or advertising. To receive full credit, students must plan the experiment,
execute it, and document their experiences along the way.
*Upon approval of the instructor, students may substitute an online behavioral experiment to
satisfy the requirements of this assignment. In these instances, the student will be required to
perform all work themselves equivalent to the work found within the project. Exceptions can be
made for design and development work or experiments that are run in a live-environment.
Phase 1: Concepting
Students must generate three (3) experiment concepts of their own design and use the
provided Experiment Concept Document to submit them for approval to the instructor.
This document includes a one to three paragraph summary of each experiment and a
detailed description of the experimentation process that is envisioned to be used to
execute the experiment.
As a resource for brainstorming experiment concepts, students will receive a brief
outlining an example behavioral experiment which would be suitable for project
submission. Additionally, students are encouraged to use the optional text Quirkology:
How We Discover the Big Truths in Small Things by Richard Wiseman as another resource
for brainstorming experiment concepts.
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The Experiment Concept Document will only be officially graded for completion.
However, students must receive approval of their concept before proceeding to the
planning phase. The experiment concept document is to be submitted to Canvas by
the Saturday of WEEK 4 at 11:59 p.m. EST.
Phase 2: Planning
Students must generate a plan to execute their experiment and use the provided
Experiment Plan document to submit it to the instructor for approval. The planning
document should, at minimum, include: observations, research questions, hypotheses,
test questions, variables, values, and metrics for the experiment. Additionally, students
are encouraged to provide any other details they feel will be useful for executing their
experiment.
The Experiment Plan Document will only be officially graded for completion. However,
students must receive approval of their plan before proceeding to the execution phase.
The Experiment Plan Document is to be submitted to Canvas by the Saturday of
WEEK 8 at 11:59 p.m. EST.
Phase 3: Execution
Students are required to execute the experiment themselves, unless otherwise approved
in advance by the instructor.
While executing their experiment, students are encouraged to record and/or document
any personal observations made about the experiment process itself. Observations will
be required during the Research Analysis phase of the project and it may prove useful
to record them as-experienced.
Note: There is no formal deliverable for this phase.
Phase 4: Research Analysis
After conducting the experiment, students must analyze the results of their experiment,
and their experience with the experimentation process. This analysis will be compiled
into a five (5) to ten (10) page research brief.
First, students must use the provided MECLABS Test Protocol Tool to analyze the
results of their experiment. All experiment data should be recorded in this tool, even if
it was collected in another tool. Results analysis should include the identification of any
potential validly threats that could have affected the experiment as well as a calculation
of the Level of Confidence (LOC) achieved. Additionally, students should indicate if
their results would qualify to achieve a MECLABS Certification. (Note: Points will only be
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awarded for the identification of certification. Experiments are not required to be run until they
achieve certification.) Additionally, when analyzing their experiments findings, students
should include a discussion of their hypothesis. Was it supported or refuted and why?
Lastly, students should explore the implications of their findings as they relates to their
test subjects. What did you learn about this group? Why/How will this new information
be useful in future marketing efforts, etc.
Second, students are to devote at least one (1) but no more than four (4) pages of their
research brief to providing an in-depth analysis of their experience with the
experimentation process. While the only requirement within this part of the research
brief is to provide at least three (3) recommendations for improving the experiment
should it be run again in the future, students are encouraged to explore the entire
experimentation process. Students can discuss specific observations made during the
planning, execution, and analysis phases of the experiment. Additionally, students
could discuss any surprises that arose when conducting their experiment and/or
analyze the similarities and differences between their plan and its execution.
The research brief is to be submitted to Canvas in its entirety by Saturday of WEEK
11 at 11:59 p.m. EST.
The Conducting an Experiment Project (Final Project) is awarded points according to
the following scale: Exceptional
(100-90) Superior
(89-80) Satisfactory
(79-70)
Less than
Satisfactory
(69-60)
Unsatisfactory
(less than 60)
Experiment
Concept
Document:
Examination
(20%)
All questions
and/or assignment
components have
been addressed NA NA NA NA
Experiment
Plan
Document:
Examination
(20%)
All questions
and/or assignment
components have
been addressed NA NA NA NA
Research
Brief:
Experiment
Analysis
(20%)
Exceptional
analysis of
experiment
findings and
validity threat
identification.
Demonstrates Test
Protocol Tool
proficiency.
Superior analysis
of experiment
findings.
Adequate
validity threat
identification.
Demonstrates
Test Protocol
Tool proficiency.
Offers adequate
analysis of
experiment
findings and
validity threat
identification.
Demonstrates
Test Protocol
Tool familiarity
Inadequate
analysis of
experiment
findings and/or
validity threat
identification.
Demonstrates
no Test
Protocol Tool
familiarity.
Haphazard
analysis of
experiment
findings and/or
validity threat
identification.
Demonstrates
no Test
Protocol Tool
familiarity.
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but not
proficiency.
Research
Brief:
Experiment
Experience
Analysis
(20%)
Offers exceptional
analysis of the
experiment
experience itself,
including insights
from all phases of
the process.
Offers superior
analysis of the
experiment
experience itself,
including
insights from
several phases of
the process.
Offers adequate
analysis of the
experiment
experience itself,
including some
insights from the
process.
Inadequate
analysis of the
experiment
experience
itself, includes
only basic
insights from
the process.
Haphazard
analysis that
hampers ability
to determine if
any insights
were gained
from the
process.
Research
Brief:
Sourcing
(10%)
Exceptional
sourcing of
materials that are
more than
sufficient to
substantiate an
argument
Superior
sourcing of
materials that are
more than
sufficient to
substantiate an
argument
Competent
sourcing of
materials that are
sufficient to
substantiate an
argument
Minimal
sourcing of
material thus
insufficient to
substantiate an
argument
Sourcing of
material is
absent and thus
insufficient to
substantiate an
argument
Research
Brief:
Grammar and
syntax (10%)
Precise syntax and
superior usage of
grammar,
punctuation, and
spelling
Proficient use of
syntax, grammar,
punctuation, and
spelling that
assists in
understanding
overall argument
Syntax is clear
and the relatively
few grammar,
punctuation,
and/or spelling
errors do not
impede
understanding
Syntax is, at
times, garbled.
Errors in
grammar,
punctuation,
and/or,
spelling cause
some
difficultly in
understanding
Syntax is, at
times, garbled.
Errors in
grammar,
punctuation,
and/or, spelling
disrupt
understanding
University Policies University Policy on Accommodating Students with Disabilities: Students requesting accommodation for disabilities must first register with the Dean of
Students Office (http://www.dso.ufl.edu/drc/). The Dean of Students Office will provide
documentation to the student who must then provide this documentation to the
instructor when requesting accommodation. You must submit this documentation prior
to submitting assignments or taking the quizzes or exams. Accommodations are not
retroactive; therefore, students should contact the office as soon as possible in the term
for which they are seeking accommodations.
Students with Disabilities who may need accommodations in this class are encouraged
to notify the instructor and contact the Disability Resource Center (DRC) so that
reasonable accommodations may be implemented. The DRC is located in room 001 in
Reid Hall, or you can contact them by phone at 352-392-8565.
University counseling services and mental health services:
Counseling and Wellness resources
http://www.counseling.ufl.edu/cwc/Default.aspx
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352-392-1575
Netiquette All members of the class are expected to follow rules of common courtesy along with
applicable university policies in all online activities, as these are extensions of the
course. The university’s Netiquette guide can be found at: http://teach.ufl.edu/wp-
content/uploads/2012/08/NetiquetteGuideforOnlineCourses.pdf
Failure to follow these guidelines will result in disciplinary measures, ranging from
grade reduction to course expulsion.
Additional Student Resources
Other resources are available at http://www.distance.ufl.edu/getting-help for:
Counseling and Wellness resources
o http://www.counseling.ufl.edu/cwc/Default.aspx
o 352-392-1575
Disability resources
Resources for handling student concerns and complaints
Library Help Desk support
Should you have any complaints with your experience in this course, please contact
your program director and/or student support coordinator at
[email protected] or visit http://www.distance.ufl.edu/student-complaint-
process to submit a complaint.
Course Evaluation: Students are expected to provide feedback on the quality of instruction in this course
based on 10 criteria. These evaluations are conducted online at
https://evaluations.ufl.edu.
Evaluations are typically open during the last two or three weeks of the semester, but
students will be given specific times when they are open. Summary results of these
assessments are available to students at https://evaluations.ufl.edu/results.
University Policy on Academic Misconduct: Academic honesty and integrity are fundamental values of the University community.
Students should be sure that they understand the UF Student Honor Code.
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The University of Florida Honor Code was voted on and passed by the Student Body in
the Fall 1995 semester. The Honor Code reads as follows:
Preamble: In adopting this Honor Code, the students of the University of Florida
recognize that academic honesty and integrity are fundamental values of the University
community. Students who enroll at the University commit to holding themselves and
their peers to the high standard of honor required by the Honor Code. Any individual
who becomes aware of a violation of the Honor Code is bound by honor to take
corrective action. A student-run Honor Court and faculty support are crucial to the
success of the Honor Code. The quality of a University of Florida education is
dependent upon the community acceptance and enforcement of the Honor Code.
The Honor Code: “We, the members of the University of Florida community, pledge to
hold ourselves and our peers to the highest standards of honesty and integrity.”
On all work submitted for credit by students at the University of Florida, the following
pledge is either required or implied:
"On my honor, I have neither given nor received unauthorized aid in doing this
assignment."
For more information about academic honesty, contact Student Judicial Affairs, P202
Peabody Hall, 352-392-1261.
ACADEMIC HONESTY All graduate students in the College of Journalism and Communications are expected to
conduct themselves with the highest degree of integrity. It is the students’ responsibility
to ensure that they know and understand the requirements of every assignment. At a
minimum, this includes avoiding the following:
Plagiarism: Plagiarism occurs when an individual presents the ideas or expressions of
another as his or her own. Students must always credit others’ ideas with accurate
citations and must use quotation marks and citations when presenting the words of
others. A thorough understanding of plagiarism is a precondition for admittance to
graduate studies in the college.
Cheating: Cheating occurs when a student circumvents or ignores the rules that govern
an academic assignment such as an exam or class paper. It can include using notes (in
physical or electronic form) in an exam, submitting the work of another as one’s own, or
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reusing a paper a student has composed for one class in another class. If a student is not
sure about the rules that govern an assignment, it is the student’s responsibility to ask
for clarification from his instructor.
Misrepresenting Research Data: The integrity of data in mass communication research
is a paramount issue for advancing knowledge and the credibility of our professions.
For this reason, any intentional misrepresentation of data or misrepresentation of the
conditions or circumstances of data collection, is considered a violation of academic
integrity. Misrepresenting data is a clear violation of the rules and requirements of
academic integrity and honesty.
Any violation of the above stated conditions is grounds for immediate dismissal
from the program and will result in revocation of the degree if the degree previously
has been awarded.
Students are expected to adhere to the University of Florida Code of Conduct.
If you have additional questions, please refer to the Online Graduate Program Student
Handbook you received when you were admitted into the program.
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Course Schedule
Calendar
Week Lecture Reactions Comments Replies Assignments Quiz
Syllabus Introduction
1 The Web as a Living Laboratory N/A N/A N/A N/A
2 History of Customer Research 01/16* 01/17 01/19 01/20
3 Making Observations 01/22 01/24 01/26 01/27
4 Research Questions 01/29 01/31 02/02 02/03
5 Developing Hypotheses 02/05 02/07 02/09 02/10 02/10
6 Articulating Hypotheses 02/12 02/14 02/16 02/17
7 Test Prioritization 02/19 02/21 02/23 02/24
8 Determining Metrics 02/26 02/28 03/02 03/03
9 Executing a Valid Experiment - Part 1 03/05 03/07 03/09 03/10
10 Executing a Valid Experiment - Part 2 03/12 03/14 03/16 03/17 03/17
11 Customer Theory Part 1 - Interpretation 03/19 03/21 03/23 03/24
12 Customer Theory Part 2 – Testing Cycle 03/26 03/28 03/30 03/31
*Assignment or activity moved due to a University of Florida recognized holiday.
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Weekly Detail
Pre-course: Course Introduction and Syllabus Overview Video
Description
An introduction to the course, instructors and lecturers as well as an overview of
what students will learn during the semester.
Week 1: The Web as a Living Laboratory
Lecture Description
Students will be introduced to the unique and unprecedented nature of the web
and how it can be used as a living laboratory to study the cognitive decision
process of our customers and predict their future behavior.
Learning Outcome(s)
Explain how an organization can use the web to achieve a sustainable
competitive advantage
Required Reading(s) The Web as a Living Laboratory
The Marketer as Philosopher — Reflection(s) 01-02
Reality in Advertising — Chapter(s) 06, 36
Scientific Advertising — Chapter(s) 01, 04
Introduction Students are to post a short biography about themselves in the Week 1
Discussion Thread. Students are encouraged to include any appropriate personal
or professional information that other students would find useful or interesting.
Additionally, students may add statements concerning what they hope to
accomplish in this course or the effects on their career they anticipate from taking
the course. (Note: This is not a graded assignment.)
Week 2: The History of Customer Research in Advertising and Marketing
Lecture Description
From screening theaters to direct mail campaigns, this session will encourage
students to evaluate the approaches marketers have taken for over a century to
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understand their customers and to discover the key underlying framework that
lies beneath all the various approaches.
Learning Outcome(s)
Explore the different means used, in the context of advertising and marketing,
over the past 50 years to perform customer research.
Required Reading(s) Scientific Advertising — Chapter(s) 15, 21
Schmidt, Sarah. How Technology Is Changing Market Research.
Flecther, Brian. Five Reasons Why Market Research Matters (and Five Tips for
Using It).
Deacon, j. Experimental Design
Gibbons, S. (n.d.). Design Thinking 101.
Rohrer, C. (n.d.). When to Use Which User-Experience Research Methods.
Lecture Reinforcement Assignment Compose an essay exploring the future of optimization within the context of
marketing communication.
Week 3: Leveraging Customer Data to Make Insightful Observations
Lecture Description
Students will discover the true value of data in the business context as well as
how primary data can be utilized to generate insightful observations about
customer behavior.
Learning Outcome(s)
Leverage customer data to inform the testing process
Required Reading(s) Subliminal – Prologue & Chapter(s) 01-02
Whitenton. K. (n.d.). 5 Information Architecture Warning Signs in Your Analytics
Reports.
Harley, A. (n.d.). No More Pogo Sticking: Protect Users from Wasted Clicks.
Lecture Reinforcement Assignment Use the relevant steps from the six-step framework for Listening to Customer
Data to generate multiple observations from the provided data sets. Suggest a
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potential cause for each observation made and identify the customer behavior
that could be predicted should these observations be tested.
Week 4: Crafting Research Questions
Lecture Description
Students will learn to distill observations made from customer data into research
questions suitable for use in online behavioral testing. Students will learn how to
discipline an online experiment to yield the greatest potential customer insights
through the adoption of a five-point criteria for crafting a functional research
question.
Learning Outcome(s)
Craft a functional research question and effective hypothesis that can be tested
using the scientific method
Required Reading(s) Subliminal – Chapter(s) 03-04
Cardello, J. (n.d.). Define Stronger A/B Test Variations Through UX Research
Lecture Reinforcement Assignment Using the provided sets of data and/or observations, craft 2-3 research questions
that could be tested using the scientific method. Determine the feasibility for
testing these research questions by leveraging the five-point criteria.
Week 5: Developing Hypotheses
Lecture Description
A valid hypothesis does not necessarily equate to the most effective hypothesis
for testing our research question. How do we keep from wasting time and
money with a poorly crafted hypothesis?
Learning Outcome(s)
Craft a functional research question and effective hypothesis that can be tested
using the scientific method
Required Reading(s) Subliminal – Chapter(s) 05-06
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Lecture Reinforcement Assignment Use the Four-step Framework for Developing Hypotheses to turn the provided
research questions into effective hypotheses and test questions.
Quiz One
Quiz 1 due by Friday at 11:59 p.m. EST.
Week 6: Articulating Hypotheses: Treatments, Variables and Values
Lecture Description
While many organizations are running tests, they are not necessarily testing the
best hypothesis; therefore, they are not consistently achieving their maximum
conversion potential. How do we integrate our hypotheses in such a way as to
compound our results and consistently achieve dramatic gains?
Learning Outcome(s)
Discern the proper variables and values to effectively test proposed research
questions
Required Reading(s) Subliminal – Chapter(s) 07-08
Nielsen, J. (n.d.). A/B Testing, Usability Engineering, Radical Innovation: What
Pays Best?
Nielsen, J. (n.d.). Iterative User Interface Design.
Lecture Reinforcement Assignment
Examine the provided marketing collateral and hypotheses used to create real-
world experiments. Properly categorize the hypothesis used in these examples
and generate a wireframe for an additional (hypothetical) experimental
treatment that could be used to test these hypotheses. Clearly identify the new
variables and values used in the hypothetical treatment.
Week 7: Test Strategy: Prioritizing Research Questions and Hypotheses
Lecture Description
If the goal of all customer research is to enable the marketer to predict customer
behavior than a test must not only be valid, but also to be valuable. Students will
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discover a methodology for identifying the research question and hypothesis
combination that has the greatest potential for customer discoveries.
Learning Outcome(s)
Craft a functional research question and effective hypothesis that can be tested
using the scientific method
Required Reading(s) Subliminal – Chapter(s) 09-10
Lecture Reinforcement Assignment Use the provided sets of hypotheses and research questions as well as the two
keys to prioritizing tests to develop a comprehensive test strategy.
Week 8: Executing a Valid Experiment Part 1 – Common Validity Threats
Lecture Description
By nature, every online behavioral experiment carries risk when being used to
predict future customer behavior. How do I know I can trust my results to be
valid? What are the strategies for maximizing the probability that my
experiments will be predictive prior to experiment implementation?
Learning Outcome(s)
Detect the most common threats to executing a valid test, such as the history
effect, selection effect, sample distortion and instrumentation effects
Required Reading(s) Reality in Advertising — Chapter(s) 01-05
The Drunkard's Walk – Prologue & Chapter(s) 01-02
Nielsen, J. (n.d.). Internet Activity Bias Causes Lumpy User Behavior.
Lecture Reinforcement Assignment Examine the provided data sets and identify any validity threats present.
Describe the process you took to investigate, what validity threats you think
were present, and strategies for minimizing their effects should this experiment
be reconducted.
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Week 9: Executing a Valid Experiment Part 2 – Sample Distortion and
Level of Confidence
Lecture Description
By nature, every online behavioral experiment carries risk when being used to
predict future customer behavior. How do I know I can trust my results to be
predictive? What are the strategies for maximizing the probability that my
experiments will be predictive prior to experiment implementation?
Students will extend the conversation of validity threats to statistical certainty
and explore the three factors that determine an outcome’s statistical certainty.
Additionally, students will understand how to accurately calculate statistical
validity and Level of Confidence for an online behavioral test.
Learning Outcome(s)
Differentiate between the three factors that impact an experiment’s statistical
validity: internal, external and construct
Required Reading(s) The Drunkard's Walk – Chapter(s) 03-04
Nielsen, J. (n.d.). Risks of Quantitative Studies.
Lecture Reinforcement Assignment Determine the validity of an experiment by calculating the Level of Confidence
for the provided data sets. Then discuss the potential implications on the
business in the provided scenarios, should the treatment be implemented.
Quiz Two
Quiz 2 due by Friday at 11:59 p.m. EST.
Week 10: Interpretation – Part 1
Lecture Description
It is not enough to run a valid test; the marker must also understand why a
specific treatment won over the control and/or another treatment. Not all
experiments are created equal. In fact, properly identifying the primary and
secondary metrics to track in an experiment can ensure you achieve the deepest
customer insights.
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Learning Outcome(s)
Identify the proper primary and secondary metrics to use when running a
behavioral test
Required Reading(s) The Drunkard's Walk – Chapter(s) 05-06
Nielsen, J. (n.d.). User Satisfaction vs. Performance Metrics.
Lecture Reinforcement Assignment Given the provided real-world experiments, identify the primary and secondary
metrics that would produce the greatest customer insights.
Week 11: Interpretation – Part 2
Lecture Description
This session provides students with a framework to understand how to properly
interpret the results of an online behavioral experiment.
Learning Outcome(s)
Interpret online behavioral tests to determine if the findings are conclusive or
inconclusive
Required Reading(s) The Drunkard's Walk – Chapter(s) 07-08
Final Project
Due Friday at 11:59 p.m. EST.
Week 12: Customer Theory Development
Lecture Description
The goal of all customer research is to enable the marketer to predict customer
behavior. This session provides students with a framework for creating and
maintaining a robust customer theory throughout the behavioral
experimentation lifecycle.
Learning Outcome(s)
Develop a framework for crafting a robust customer theory
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Required Reading(s) The Drunkard's Walk – Chapter(s) 09-10
Lecture Reinforcement Assignment Given the provided documentation, develop a customer theory dossier.
Disclaimers The instructor reserves the right to make any modification necessary to this syllabus to
enhance the class learning opportunity. Such changes will be communicated via
Canvas.
From time to time, students may be required to use tools, programs and websites
outside of Canvas to complete course assignments. While students are welcome to use
paid versions of these tools, programs and websites, all criteria for assignments will be
able to be satisfied using free versions.